all edu.ucar.gdex GRID GRIB-1 Freely Available In ECMWF Technical Memo 859 released in January 2020, Simmons and his coauthors report that "the ERA5 analyses of lower stratospheric temperature exhibit a pronounced cold bias for the years 2000 to 2006. This is due to specifying background error covariances for the data assimilation that were inappropriate prior to availability during 2006 of GNSS radio occultation data in sufficient numbers to constrain a cold bias of the assimilating ERA5 model. A new set of analyses, termed ERA5.1, has thus been produced for the period from 2000 to 2006 using the background error covariances that were used to produce the ERA5 analyses for the years 1979 to 1999. ERA5.1 also includes the more restrictive ensemble assimilation of SBUV ozone data that was used in production of ERA5 for 1979 to 1999." "ERA5.1 provides analyses with better global-mean temperatures in the stratosphere and uppermost troposphere than provided by ERA5. ERA5.1 stands up well in comparison with ERA-Interim and other reanalyses in the lower stratosphere, although there are also lower-stratospheric temperature differences between ERA5 and other reanalyses in the 1980s and 1990s. These are due in part to differences in radiosonde temperature bias adjustment. The pronounced near-tropopause cold bias of ERA5 from 2000 to 2006 has implications for the representation of stratospheric humidity, for which ERA5.1 performs better, though by no means perfectly. ERA5.1 does not exhibit the spuriously high values of ozone that occur close to the South Pole in the polar nights of 2003 and 2004 in the ERA5 analyses. Synoptic evolution in the extratropical stratosphere is seen to be very similar in two cases involving splitting of the stratospheric polar vortex and secondary vortex formation by dynamical instability. The ERA5.1 representation of the QBO agrees slightly better with radiosonde wind data than that of ERA5. The dataset formed by merging ERA5.1 with ERA5 is generally more homogeneous over time than ERA5 alone. It nevertheless is problematic for global-mean upper stratospheric temperature for all but the most recent ten or so years." "ERA5.1 is very close to ERA5 in the lower and middle troposphere." ECMWF NCAR/GDEX 1.844 2020-09-17T17:49:04.309Z 1.348 2020-09-17T17:49:09.767Z 1.844 2020-09-17T17:49:22.675Z 1.354 2020-09-17T17:49:23.993Z 1.844 2020-09-17T17:49:42.149Z 1.346 2020-09-17T17:49:36.890Z 1.844 2020-09-17T17:50:02.551Z 1.341 2020-09-17T17:49:52.885Z 1.844 2020-09-17T17:50:21.705Z 1.320 2020-09-17T17:50:06.494Z 1.844 2020-09-17T17:50:40.148Z 1.309 2020-09-17T17:50:20.271Z 1.844 2020-09-17T17:51:00.113Z 1.322 2020-09-17T17:50:34.144Z 1.844 2020-09-17T17:51:22.056Z 1.293 2020-09-17T17:50:47.114Z 1.844 2020-09-17T17:51:41.313Z 1.299 2020-09-17T17:51:00.960Z 1.844 2020-09-17T17:52:00.490Z 1.332 2020-09-17T17:51:15.162Z 1.844 2020-09-17T17:52:25.846Z 1.303 2020-09-17T17:51:29.976Z 1.844 2020-09-17T17:52:45.136Z 1.316 2020-09-17T17:51:43.320Z 1.844 2020-09-17T17:53:03.787Z 1.307 2020-09-17T17:51:56.661Z 1.844 2020-09-17T17:53:22.691Z 1.311 2020-09-17T17:52:14.034Z 1.844 2020-09-17T17:53:41.937Z 1.302 2020-09-17T17:52:29.596Z 1.844 2020-09-17T17:53:59.957Z 1.310 2020-09-17T17:52:43.199Z 1.844 2020-09-17T17:54:21.463Z 1.313 2020-09-17T17:52:57.866Z 1.844 2020-09-17T17:54:39.011Z 1.298 2020-09-17T17:53:11.698Z 1.844 2020-09-17T17:54:57.446Z 1.294 2020-09-17T17:53:25.119Z 1.844 2020-09-17T17:55:15.519Z 1.300 2020-09-17T17:53:38.832Z 1.844 2020-09-17T17:55:33.925Z 1.298 2020-09-17T17:53:52.788Z 1.844 2020-09-17T17:55:53.482Z 1.290 2020-09-17T17:54:05.123Z 1.844 2020-09-17T17:56:11.698Z 1.303 2020-09-17T17:54:20.445Z 1.844 2020-09-17T17:56:29.520Z 1.281 2020-09-17T17:54:32.385Z 1.844 2020-09-17T17:56:47.816Z 1.304 2020-09-17T17:54:47.220Z 1.844 2020-09-17T17:57:04.078Z 1.336 2020-09-17T17:55:00.190Z 1.844 2020-09-17T17:57:22.005Z 1.345 2020-09-17T17:55:12.881Z 1.844 2020-09-17T17:57:38.644Z 1.337 2020-09-17T17:55:25.809Z 1.844 2020-09-17T17:57:57.952Z 1.311 2020-09-17T17:55:41.119Z 1.844 2020-09-17T17:58:15.444Z 1.338 2020-09-17T17:55:53.780Z 1.844 2020-09-17T17:58:33.222Z 1.308 2020-09-17T17:56:08.361Z 1.025 2020-09-17T17:58:42.066Z 143.7 2020-09-17T17:56:09.682Z 1.032 2020-09-17T17:58:53.171Z 146.9 2020-09-17T17:56:10.882Z 1.048 2020-09-17T17:59:04.570Z 147.4 2020-09-17T17:56:11.990Z 1.036 2020-09-17T17:59:13.375Z 145.0 2020-09-17T17:56:13.438Z 1.030 2020-09-17T17:59:25.141Z 146.2 2020-09-17T17:56:14.841Z 1.034 2020-09-17T17:59:34.956Z 150.1 2020-09-17T17:56:16.664Z 1.013 2020-09-17T17:59:48.329Z 149.2 2020-09-17T17:56:18.403Z 1.034 2020-09-17T17:59:58.961Z 152.7 2020-09-17T17:56:20.217Z 1.007 2020-09-17T18:00:09.787Z 152.8 2020-09-17T17:56:21.825Z 1.005 2020-09-17T18:00:19.427Z 153.2 2020-09-17T17:56:23.214Z 1.069 2020-09-17T18:00:30.287Z 144.6 2020-09-17T17:56:24.319Z 1.069 2020-09-17T18:00:41.071Z 145.0 2020-09-17T17:56:26.031Z 1.038 2020-09-17T18:00:49.305Z 145.8 2020-09-17T17:56:27.573Z 1.038 2020-09-17T18:01:03.568Z 145.6 2020-09-17T17:56:28.954Z 1.013 2020-09-17T18:01:12.880Z 146.8 2020-09-17T17:56:30.448Z 994.7 2020-09-17T18:01:22.162Z 150.0 2020-09-17T17:56:32.157Z 982.2 2020-09-17T18:01:31.176Z 152.7 2020-09-17T17:56:33.953Z 984.3 2020-09-17T18:01:40.622Z 150.8 2020-09-17T17:56:34.980Z 1.038 2020-09-17T18:01:51.736Z 149.2 2020-09-17T17:56:36.388Z 1.023 2020-09-17T18:01:59.260Z 150.7 2020-09-17T17:56:38.543Z 1.000 2020-09-17T18:02:10.915Z 149.8 2020-09-17T17:56:39.823Z 1.032 2020-09-17T18:02:21.599Z 149.3 2020-09-17T17:56:41.642Z 1.003 2020-09-17T18:02:32.572Z 151.0 2020-09-17T17:56:43.278Z 990.5 2020-09-17T18:02:44.374Z 153.3 2020-09-17T17:56:44.236Z 1.005 2020-09-17T18:02:55.072Z 156.4 2020-09-17T17:56:45.667Z 1.017 2020-09-17T18:03:05.730Z 157.5 2020-09-17T17:56:47.295Z 978.1 2020-09-17T18:03:15.763Z 156.8 2020-09-17T17:56:48.809Z 1.036 2020-09-17T18:03:25.842Z 149.7 2020-09-17T17:56:50.150Z 1.027 2020-09-17T18:03:36.463Z 147.5 2020-09-17T17:56:51.409Z 1.059 2020-09-17T18:03:47.537Z 148.8 2020-09-17T17:56:52.676Z 988.5 2020-09-17T18:03:56.691Z 155.0 2020-09-17T17:56:54.397Z 1.385 2020-09-17T18:04:10.417Z 214.1 2020-09-17T17:56:56.849Z 1.395 2020-09-17T18:04:25.750Z 212.5 2020-09-17T17:56:58.936Z 1.395 2020-09-17T18:04:40.323Z 208.8 2020-09-17T17:57:00.605Z 1.389 2020-09-17T18:04:55.806Z 206.5 2020-09-17T17:57:01.871Z 1.380 2020-09-17T18:05:10.069Z 207.2 2020-09-17T17:57:03.686Z 1.389 2020-09-17T18:05:24.818Z 205.8 2020-09-17T17:57:05.390Z 1.391 2020-09-17T18:05:39.593Z 208.4 2020-09-17T17:57:07.573Z 1.395 2020-09-17T18:05:52.304Z 203.3 2020-09-17T17:57:09.687Z 1.385 2020-09-17T18:06:08.405Z 213.3 2020-09-17T17:57:11.974Z 1.461 2020-09-17T18:06:24.066Z 218.4 2020-09-17T17:57:14.705Z 1.449 2020-09-17T18:06:40.888Z 220.1 2020-09-17T17:57:16.950Z 1.391 2020-09-17T18:06:59.995Z 212.1 2020-09-17T17:57:18.616Z 1.393 2020-09-17T18:07:14.612Z 210.9 2020-09-17T17:57:20.061Z 1.393 2020-09-17T18:07:29.398Z 210.5 2020-09-17T17:57:21.483Z 1.397 2020-09-17T18:07:44.909Z 209.6 2020-09-17T17:57:22.940Z 1.432 2020-09-17T18:07:59.043Z 216.0 2020-09-17T17:57:25.044Z 1.405 2020-09-17T18:08:14.848Z 215.7 2020-09-17T17:57:27.620Z 1.393 2020-09-17T18:08:28.909Z 213.6 2020-09-17T17:57:29.844Z 1.395 2020-09-17T18:08:43.499Z 200.2 2020-09-17T17:57:31.347Z 1.378 2020-09-17T18:08:57.711Z 208.7 2020-09-17T17:57:33.372Z 1.380 2020-09-17T18:09:11.279Z 206.2 2020-09-17T17:57:35.784Z 1.393 2020-09-17T18:09:24.590Z 208.0 2020-09-17T17:57:37.667Z 1.393 2020-09-17T18:09:38.422Z 206.6 2020-09-17T17:57:39.798Z 1.466 2020-09-17T18:09:57.828Z 218.8 2020-09-17T17:57:42.086Z 1.395 2020-09-17T18:10:11.984Z 216.4 2020-09-17T17:57:44.538Z 1.393 2020-09-17T18:10:25.643Z 210.9 2020-09-17T17:57:46.842Z 1.403 2020-09-17T18:10:38.919Z 221.6 2020-09-17T17:57:49.178Z 1.418 2020-09-17T18:10:53.202Z 214.4 2020-09-17T17:57:51.265Z 1.412 2020-09-17T18:11:05.800Z 216.4 2020-09-17T17:57:53.154Z 1.476 2020-09-17T18:11:20.345Z 209.7 2020-09-17T17:57:55.457Z 1.412 2020-09-17T18:11:34.217Z 223.2 2020-09-17T17:57:57.694Z 1.844 2020-09-17T18:11:53.153Z 1.045 2020-09-17T17:58:07.982Z 1.844 2020-09-17T18:12:12.012Z 1.044 2020-09-17T17:58:18.584Z 1.844 2020-09-17T18:12:30.181Z 1.046 2020-09-17T17:58:30.243Z 1.844 2020-09-17T18:12:48.688Z 1.043 2020-09-17T17:58:39.399Z 1.844 2020-09-17T18:13:08.691Z 1.039 2020-09-17T17:58:50.871Z 1.844 2020-09-17T18:13:27.983Z 1.030 2020-09-17T17:59:01.714Z 1.844 2020-09-17T18:13:47.141Z 1.030 2020-09-17T17:59:11.681Z 1.844 2020-09-17T18:14:04.744Z 1.028 2020-09-17T17:59:22.705Z 1.844 2020-09-17T18:14:23.620Z 1.037 2020-09-17T17:59:33.287Z 1.844 2020-09-17T18:14:41.681Z 1.019 2020-09-17T17:59:44.108Z 1.844 2020-09-17T18:15:00.111Z 1.014 2020-09-17T17:59:54.348Z 1.844 2020-09-17T18:15:17.860Z 1.020 2020-09-17T18:00:05.728Z 1.844 2020-09-17T18:15:35.764Z 1.043 2020-09-17T18:00:17.518Z 1.844 2020-09-17T18:15:53.673Z 1.049 2020-09-17T18:00:28.163Z 1.844 2020-09-17T18:16:12.913Z 1.034 2020-09-17T18:00:39.831Z 1.844 2020-09-17T18:16:29.682Z 1.014 2020-09-17T18:00:48.791Z 1.844 2020-09-17T18:16:47.519Z 1.033 2020-09-17T18:01:04.838Z 1.844 2020-09-17T18:17:03.924Z 1.035 2020-09-17T18:01:14.318Z 1.844 2020-09-17T18:17:20.081Z 1.043 2020-09-17T18:01:23.348Z 1.844 2020-09-17T18:17:35.764Z 1.038 2020-09-17T18:01:34.530Z 1.844 2020-09-17T18:17:50.167Z 1.034 2020-09-17T18:01:43.829Z 1.844 2020-09-17T18:18:05.263Z 1.027 2020-09-17T18:01:54.989Z 1.844 2020-09-17T18:18:19.998Z 1.022 2020-09-17T18:02:03.875Z 1.844 2020-09-17T18:18:34.977Z 1.022 2020-09-17T18:02:16.557Z 1.844 2020-09-17T18:18:50.567Z 1.031 2020-09-17T18:02:27.071Z 1.844 2020-09-17T18:19:10.521Z 1.038 2020-09-17T18:02:39.486Z 1.844 2020-09-17T18:19:26.577Z 1.044 2020-09-17T18:02:50.497Z 1.844 2020-09-17T18:19:41.620Z 1.020 2020-09-17T18:02:59.594Z 1.844 2020-09-17T18:19:57.106Z 1.011 2020-09-17T18:03:10.954Z 1.844 2020-09-17T18:20:09.431Z 1.031 2020-09-17T18:03:23.720Z 1.844 2020-09-17T18:20:24.753Z 1.012 2020-09-17T18:03:34.289Z 1.844 2020-09-17T18:20:38.745Z 1.261 2020-09-17T18:03:47.942Z 1.844 2020-09-17T18:20:53.579Z 1.260 2020-09-17T18:04:00.167Z 1.844 2020-09-17T18:21:08.792Z 1.261 2020-09-17T18:04:12.888Z 1.844 2020-09-17T18:21:28.027Z 1.258 2020-09-17T18:04:26.952Z 1.844 2020-09-17T18:21:43.757Z 1.258 2020-09-17T18:04:41.005Z 1.844 2020-09-17T18:22:01.463Z 1.257 2020-09-17T18:04:56.071Z 1.844 2020-09-17T18:22:17.779Z 1.254 2020-09-17T18:05:09.063Z 1.844 2020-09-17T18:22:34.818Z 1.254 2020-09-17T18:05:20.388Z 1.844 2020-09-17T18:22:51.131Z 1.259 2020-09-17T18:05:35.369Z 1.844 2020-09-17T18:23:06.901Z 1.265 2020-09-17T18:05:47.730Z 1.844 2020-09-17T18:23:23.163Z 1.268 2020-09-17T18:06:02.102Z 1.844 2020-09-17T18:23:36.879Z 1.265 2020-09-17T18:06:15.797Z 1.844 2020-09-17T18:23:52.126Z 1.264 2020-09-17T18:06:28.429Z 1.844 2020-09-17T18:24:07.779Z 1.268 2020-09-17T18:06:40.732Z 1.844 2020-09-17T18:24:22.259Z 1.266 2020-09-17T18:06:55.343Z 1.844 2020-09-17T18:24:37.688Z 1.266 2020-09-17T18:07:08.381Z 1.844 2020-09-17T18:24:52.577Z 1.262 2020-09-17T18:07:20.639Z 1.844 2020-09-17T18:25:07.344Z 1.260 2020-09-17T18:07:35.747Z 1.844 2020-09-17T18:25:22.040Z 1.259 2020-09-17T18:07:50.125Z 1.844 2020-09-17T18:25:36.905Z 1.258 2020-09-17T18:08:03.187Z 1.844 2020-09-17T18:25:53.475Z 1.260 2020-09-17T18:08:15.997Z 1.844 2020-09-17T18:26:07.947Z 1.261 2020-09-17T18:08:29.382Z 1.844 2020-09-17T18:26:22.509Z 1.262 2020-09-17T18:08:42.429Z 1.844 2020-09-17T18:26:35.183Z 1.259 2020-09-17T18:08:55.659Z 1.844 2020-09-17T18:26:49.359Z 1.261 2020-09-17T18:09:08.198Z 1.844 2020-09-17T18:27:01.812Z 1.262 2020-09-17T18:09:21.270Z 1.844 2020-09-17T18:27:15.297Z 1.265 2020-09-17T18:09:33.550Z 1.844 2020-09-17T18:27:27.756Z 1.267 2020-09-17T18:09:45.327Z 1.844 2020-09-17T18:27:41.157Z 1.268 2020-09-17T18:10:01.898Z 1.844 2020-09-17T18:27:55.613Z 1.267 2020-09-17T18:10:13.866Z 1.844 2020-09-17T18:28:09.605Z 1.271 2020-09-17T18:10:27.711Z 1.844 2020-09-17T18:28:23.634Z 1.549 2020-09-17T18:10:42.190Z 1.844 2020-09-17T18:28:34.796Z 1.543 2020-09-17T18:10:57.410Z 1.844 2020-09-17T18:28:46.934Z 1.540 2020-09-17T18:11:12.732Z 1.844 2020-09-17T18:28:57.996Z 1.545 2020-09-17T18:11:26.588Z 1.844 2020-09-17T18:29:11.703Z 1.540 2020-09-17T18:11:41.457Z 1.844 2020-09-17T18:29:28.304Z 1.535 2020-09-17T18:11:55.301Z 1.844 2020-09-17T18:29:43.741Z 1.539 2020-09-17T18:12:12.819Z 1.844 2020-09-17T18:29:57.488Z 1.545 2020-09-17T18:12:28.801Z 1.844 2020-09-17T18:30:11.496Z 1.551 2020-09-17T18:12:45.598Z 1.844 2020-09-17T18:30:25.844Z 1.559 2020-09-17T18:13:00.803Z 1.844 2020-09-17T18:30:43.662Z 1.552 2020-09-17T18:13:15.963Z 1.844 2020-09-17T18:31:00.092Z 1.545 2020-09-17T18:13:33.458Z 1.844 2020-09-17T18:31:15.473Z 1.541 2020-09-17T18:13:49.718Z 1.844 2020-09-17T18:31:30.056Z 1.551 2020-09-17T18:14:03.347Z 1.844 2020-09-17T18:31:46.681Z 1.550 2020-09-17T18:14:19.141Z 1.844 2020-09-17T18:32:01.262Z 1.543 2020-09-17T18:14:35.135Z 1.844 2020-09-17T18:32:12.818Z 1.551 2020-09-17T18:14:49.774Z 1.844 2020-09-17T18:32:26.541Z 1.545 2020-09-17T18:15:04.853Z 1.844 2020-09-17T18:32:38.557Z 1.547 2020-09-17T18:15:19.845Z 1.844 2020-09-17T18:32:53.600Z 1.543 2020-09-17T18:15:36.476Z 1.844 2020-09-17T18:33:06.462Z 1.541 2020-09-17T18:15:50.456Z 1.844 2020-09-17T18:33:21.070Z 1.538 2020-09-17T18:16:06.561Z 1.844 2020-09-17T18:33:35.617Z 1.533 2020-09-17T18:16:21.236Z 1.844 2020-09-17T18:33:49.997Z 1.547 2020-09-17T18:16:35.428Z 1.844 2020-09-17T18:34:04.102Z 1.543 2020-09-17T18:16:50.172Z 1.844 2020-09-17T18:34:18.076Z 1.532 2020-09-17T18:17:04.818Z 1.844 2020-09-17T18:34:32.366Z 1.543 2020-09-17T18:17:18.365Z 1.844 2020-09-17T18:34:47.248Z 1.534 2020-09-17T18:17:31.494Z 1.844 2020-09-17T18:35:03.899Z 1.531 2020-09-17T18:17:45.148Z 1.844 2020-09-17T18:35:16.696Z 1.544 2020-09-17T18:17:54.606Z 1.844 2020-09-17T18:35:30.155Z 1.549 2020-09-17T18:18:06.746Z 1.844 2020-09-17T18:35:43.335Z 1.712 2020-09-17T18:18:19.613Z 1.844 2020-09-17T18:35:55.887Z 1.699 2020-09-17T18:18:33.112Z 1.844 2020-09-17T18:36:08.145Z 1.695 2020-09-17T18:18:47.108Z 1.844 2020-09-17T18:36:22.824Z 1.694 2020-09-17T18:19:05.284Z 1.844 2020-09-17T18:36:38.857Z 1.699 2020-09-17T18:19:22.120Z 1.844 2020-09-17T18:36:56.216Z 1.732 2020-09-17T18:19:35.577Z 1.844 2020-09-17T18:37:14.173Z 1.725 2020-09-17T18:19:49.979Z 1.844 2020-09-17T18:37:30.019Z 1.711 2020-09-17T18:20:04.116Z 1.844 2020-09-17T18:37:44.808Z 1.691 2020-09-17T18:20:19.470Z 1.844 2020-09-17T18:38:01.151Z 1.694 2020-09-17T18:20:32.462Z 1.844 2020-09-17T18:38:20.147Z 1.692 2020-09-17T18:20:45.157Z 1.844 2020-09-17T18:38:36.315Z 1.700 2020-09-17T18:20:59.306Z 1.844 2020-09-17T18:38:50.624Z 1.707 2020-09-17T18:21:13.111Z 1.844 2020-09-17T18:39:04.609Z 1.719 2020-09-17T18:21:30.053Z 1.844 2020-09-17T18:39:19.692Z 1.731 2020-09-17T18:21:44.310Z 1.844 2020-09-17T18:39:34.946Z 1.722 2020-09-17T18:21:59.610Z 1.844 2020-09-17T18:39:49.890Z 1.709 2020-09-17T18:22:14.451Z 1.844 2020-09-17T18:40:04.725Z 1.716 2020-09-17T18:22:29.541Z 1.844 2020-09-17T18:40:17.731Z 1.727 2020-09-17T18:22:45.116Z 1.844 2020-09-17T18:40:29.647Z 1.730 2020-09-17T18:22:59.801Z 1.844 2020-09-17T18:40:42.248Z 1.727 2020-09-17T18:23:13.935Z 1.844 2020-09-17T18:40:55.622Z 1.716 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2020-09-17T18:59:41.866Z 772.5 2020-09-17T19:19:37.769Z 234.5 2020-09-17T18:59:42.989Z 772.5 2020-09-17T19:19:39.613Z 236.8 2020-09-17T18:59:44.117Z 772.5 2020-09-17T19:19:41.498Z 236.3 2020-09-17T18:59:45.447Z 772.5 2020-09-17T19:19:44.447Z 235.5 2020-09-17T18:59:46.889Z 772.5 2020-09-17T19:19:47.911Z 235.4 2020-09-17T18:59:48.210Z 772.5 2020-09-17T19:19:49.881Z 232.1 2020-09-17T18:59:49.294Z 772.5 2020-09-17T19:19:52.372Z 232.5 2020-09-17T18:59:50.277Z 772.5 2020-09-17T19:19:55.164Z 233.9 2020-09-17T18:59:51.599Z 787.0 2020-09-17T19:19:57.487Z 239.5 2020-09-17T18:59:52.906Z 772.5 2020-09-17T19:20:00.090Z 239.2 2020-09-17T18:59:54.803Z 772.5 2020-09-17T19:20:03.317Z 237.5 2020-09-17T18:59:56.710Z 776.6 2020-09-17T19:20:06.402Z 238.9 2020-09-17T18:59:58.028Z 772.5 2020-09-17T19:20:08.262Z 236.8 2020-09-17T18:59:59.133Z 772.5 2020-09-17T19:20:10.929Z 237.8 2020-09-17T19:00:00.084Z 787.0 2020-09-17T19:20:14.195Z 233.8 2020-09-17T19:00:00.912Z 772.5 2020-09-17T19:20:16.741Z 235.8 2020-09-17T19:00:01.799Z